Pathway Volcano: an interactive tool for pathway guided visualization of differential expression data
- 1Department of Otolaryngology, Head & Neck Surgery, Indiana University School of Medicine, Indianapolis, IN 46202, United States.
- 2Indiana Center for Musculoskeletal Health, Indiana University School of Medicine, Indianapolis, IN 46202, United States.
- 0Department of Otolaryngology, Head & Neck Surgery, Indiana University School of Medicine, Indianapolis, IN 46202, United States.
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View abstract on PubMed
Summary
This summary is machine-generated.Omics data visualization is challenging. Pathway Volcano, an R-Shiny tool, simplifies interpretation by filtering volcano plots for specific biological pathways, revealing hidden significant features.
Area Of Science
- Bioinformatics
- Computational Biology
- Data Visualization
Background
- Omics datasets (e.g., RNA-sequencing, proteomics) are large and complex, posing visualization challenges.
- Standard volcano plots struggle to display thousands of significant features, leading to data overlap and reduced interpretability.
- Effective visualization is crucial for understanding differential expression in biological research.
Purpose Of The Study
- To develop a novel tool, Pathway Volcano, for simplifying the visualization and interpretation of large omics datasets.
- To enhance the biological insight derived from differential expression analysis by focusing on specific pathways.
- To address the limitations of traditional volcano plots in handling complex omics data.
Main Methods
- Developed Pathway Volcano as a freely available R Shiny package.
- Utilized the Reactome API to select and filter data by specific biological pathways.
- Implemented interactive features for data interrogation and visualization.
Main Results
- Pathway Volcano effectively filters volcano plots to display data associated with selected pathways.
- The tool reveals significant features often obscured in crowded regions of standard volcano plots.
- Interactive features allow for detailed data exploration and pathway impact assessment.
Conclusions
- Pathway Volcano offers a biologically informative approach to simplify omics data visualization and interpretation.
- The tool enhances the ability to identify and understand the impact of specific pathways in differential expression studies.
- This software provides a valuable resource for researchers working with complex omics datasets.
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